HELOC Data Profiling Report

Dataset statistics

Number of variables	24
Number of observations	10459
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	3
Duplicate rows (%)	< 0.1%
Total size in memory	2.4 MiB
Average record size in memory	236.5 B

Variable types

Categorical	1
Numeric	23

Alerts

Dataset has 3 (< 0.1%) duplicate rows	Duplicates
`AverageMInFile` is highly overall correlated with `MSinceOldestTradeOpen`	High correlation
`ExternalRiskEstimate` is highly overall correlated with `MaxDelq/PublicRecLast12M` and 2 other fields	High correlation
`MSinceMostRecentDelq` is highly overall correlated with `NumTrades60Ever/DerogPubRec`	High correlation
`MSinceOldestTradeOpen` is highly overall correlated with `AverageMInFile`	High correlation
`MaxDelq/PublicRecLast12M` is highly overall correlated with `ExternalRiskEstimate` and 2 other fields	High correlation
`MaxDelqEver` is highly overall correlated with `ExternalRiskEstimate` and 2 other fields	High correlation
`NetFractionInstallBurden` is highly overall correlated with `NumInstallTradesWBalance`	High correlation
`NetFractionRevolvingBurden` is highly overall correlated with `NumBank/NatlTradesWHighUtilization` and 2 other fields	High correlation
`NumBank/NatlTradesWHighUtilization` is highly overall correlated with `NetFractionRevolvingBurden` and 1 other fields	High correlation
`NumInqLast6M` is highly overall correlated with `NumInqLast6Mexcl7days`	High correlation
`NumInqLast6Mexcl7days` is highly overall correlated with `NumInqLast6M`	High correlation
`NumInstallTradesWBalance` is highly overall correlated with `NetFractionInstallBurden` and 1 other fields	High correlation
`NumRevolvingTradesWBalance` is highly overall correlated with `NetFractionRevolvingBurden` and 3 other fields	High correlation
`NumSatisfactoryTrades` is highly overall correlated with `NumRevolvingTradesWBalance` and 1 other fields	High correlation
`NumTotalTrades` is highly overall correlated with `NumRevolvingTradesWBalance` and 1 other fields	High correlation
`NumTrades60Ever/DerogPubRec` is highly overall correlated with `MSinceMostRecentDelq` and 1 other fields	High correlation
`NumTrades90Ever/DerogPubRec` is highly overall correlated with `NumTrades60Ever/DerogPubRec`	High correlation
`PercentInstallTrades` is highly overall correlated with `NumInstallTradesWBalance`	High correlation
`PercentTradesNeverDelq` is highly overall correlated with `ExternalRiskEstimate` and 2 other fields	High correlation
`PercentTradesWBalance` is highly overall correlated with `NetFractionRevolvingBurden`	High correlation
`MSinceMostRecentTradeOpen` has 105 (1.0%) zeros	Zeros
`NumTrades60Ever/DerogPubRec` has 6802 (65.0%) zeros	Zeros
`NumTrades90Ever/DerogPubRec` has 7639 (73.0%) zeros	Zeros
`MaxDelq/PublicRecLast12M` has 336 (3.2%) zeros	Zeros
`NumTotalTrades` has 133 (1.3%) zeros	Zeros
`NumTradesOpeninLast12M` has 2508 (24.0%) zeros	Zeros
`PercentInstallTrades` has 193 (1.8%) zeros	Zeros
`MSinceMostRecentInqexcl7days` has 4582 (43.8%) zeros	Zeros
`NumInqLast6M` has 3924 (37.5%) zeros	Zeros
`NumInqLast6Mexcl7days` has 4078 (39.0%) zeros	Zeros
`NetFractionRevolvingBurden` has 608 (5.8%) zeros	Zeros
`NumRevolvingTradesWBalance` has 304 (2.9%) zeros	Zeros
`NumBank/NatlTradesWHighUtilization` has 4308 (41.2%) zeros	Zeros

Reproduction

Analysis started	2024-05-13 09:47:18.544803
Analysis finished	2024-05-13 09:48:07.096343
Duration	48.55 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

RiskPerformance
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	536.1 KiB

Bad	5459
Good	5000

Length

Max length	4
Median length	3
Mean length	3.4780572
Min length	3

Characters and Unicode

Total characters	36377
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Bad
2nd row	Bad
3rd row	Bad
4th row	Bad
5th row	Bad

Common Values

Value	Count	Frequency (%)
Bad	5459	52.2%
Good	5000	47.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bad	5459	52.2%
good	5000	47.8%

Most occurring characters

Value	Count	Frequency (%)
d	10459	28.8%
o	10000	27.5%
B	5459	15.0%
a	5459	15.0%
G	5000	13.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	36377	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	10459	28.8%
o	10000	27.5%
B	5459	15.0%
a	5459	15.0%
G	5000	13.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	36377	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	10459	28.8%
o	10000	27.5%
B	5459	15.0%
a	5459	15.0%
G	5000	13.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	36377	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	10459	28.8%
o	10000	27.5%
B	5459	15.0%
a	5459	15.0%
G	5000	13.7%

ExternalRiskEstimate
Real number (ℝ)

HIGH CORRELATION

Distinct	61
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.425758

Minimum	-9
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	598
Negative (%)	5.7%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	63
median	71
Q3	79
95-th percentile	88
Maximum	94
Range	103
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	21.121621
Coefficient of variation (CV)	0.31325745
Kurtosis	6.9690754
Mean	67.425758
Median Absolute Deviation (MAD)	8
Skewness	-2.5637044
Sum	705206
Variance	446.12288
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-9	598	5.7%
65	386	3.7%
66	376	3.6%
68	372	3.6%
73	369	3.5%
72	367	3.5%
70	350	3.3%
63	338	3.2%
75	331	3.2%
69	316	3.0%
Other values (51)	6656	63.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	598	5.7%
33	1	< 0.1%
34	1	< 0.1%
36	2	< 0.1%
37	1	< 0.1%
39	1	< 0.1%
40	2	< 0.1%
41	1	< 0.1%
42	2	< 0.1%
43	5	< 0.1%

Value	Count	Frequency (%)
94	1	< 0.1%
93	16	0.2%
92	34	0.3%
91	103	1.0%
90	100	1.0%
89	161	1.5%
88	201	1.9%
87	190	1.8%
86	254	2.4%
85	223	2.1%

MSinceOldestTradeOpen
Real number (ℝ)

HIGH CORRELATION

Distinct	526
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	184.20537

Minimum	-9
Maximum	803
Zeros	0
Zeros (%)	0.0%
Negative	827
Negative (%)	7.9%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	118
median	178
Q3	249.5
95-th percentile	384
Maximum	803
Range	812
Interquartile range (IQR)	131.5

Descriptive statistics

Standard deviation	109.68382
Coefficient of variation (CV)	0.59544309
Kurtosis	0.25697493
Mean	184.20537
Median Absolute Deviation (MAD)	65
Skewness	0.37214196
Sum	1926604
Variance	12030.54
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-9	588	5.6%
-8	239	2.3%
178	67	0.6%
132	67	0.6%
150	62	0.6%
176	62	0.6%
165	61	0.6%
183	58	0.6%
172	57	0.5%
169	57	0.5%
Other values (516)	9141	87.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
-8	239	2.3%
2	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	3	< 0.1%
7	3	< 0.1%
8	5	< 0.1%
9	2	< 0.1%
10	6	0.1%

Value	Count	Frequency (%)
803	1	< 0.1%
789	1	< 0.1%
604	1	< 0.1%
603	1	< 0.1%
598	1	< 0.1%
590	1	< 0.1%
589	2	< 0.1%
586	1	< 0.1%
584	1	< 0.1%
566	1	< 0.1%

MSinceMostRecentTradeOpen
Real number (ℝ)

ZEROS

Distinct	112
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5434554

Minimum	-9
Maximum	383
Zeros	105
Zeros (%)	1.0%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	3
median	5
Q3	11
95-th percentile	28
Maximum	383
Range	392
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	13.301745
Coefficient of variation (CV)	1.5569514
Kurtosis	96.598355
Mean	8.5434554
Median Absolute Deviation (MAD)	3
Skewness	6.2757947
Sum	89356
Variance	176.93641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	1161	11.1%
3	1015	9.7%
4	885	8.5%
5	754	7.2%
1	733	7.0%
6	660	6.3%
-9	588	5.6%
7	575	5.5%
8	463	4.4%
9	414	4.0%
Other values (102)	3211	30.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
0	105	1.0%
1	733	7.0%
2	1161	11.1%
3	1015	9.7%
4	885	8.5%
5	754	7.2%
6	660	6.3%
7	575	5.5%
8	463	4.4%

Value	Count	Frequency (%)
383	1	< 0.1%
227	1	< 0.1%
207	1	< 0.1%
184	1	< 0.1%
178	1	< 0.1%
163	1	< 0.1%
159	1	< 0.1%
156	2	< 0.1%
152	1	< 0.1%
145	2	< 0.1%

AverageMInFile
Real number (ℝ)

HIGH CORRELATION

Distinct	237
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.843293

Minimum	-9
Maximum	383
Zeros	0
Zeros (%)	0.0%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	52
median	74
Q3	95
95-th percentile	138
Maximum	383
Range	392
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	38.782803
Coefficient of variation (CV)	0.52520413
Kurtosis	1.7280117
Mean	73.843293
Median Absolute Deviation (MAD)	21
Skewness	0.32065048
Sum	772327
Variance	1504.1058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-9	588	5.6%
71	154	1.5%
79	154	1.5%
74	151	1.4%
68	148	1.4%
80	147	1.4%
75	145	1.4%
84	144	1.4%
63	141	1.3%
70	141	1.3%
Other values (227)	8546	81.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
4	4	< 0.1%
5	6	0.1%
6	4	< 0.1%
7	9	0.1%
8	12	0.1%
9	15	0.1%
10	12	0.1%
11	12	0.1%
12	14	0.1%

Value	Count	Frequency (%)
383	1	< 0.1%
322	1	< 0.1%
275	1	< 0.1%
273	1	< 0.1%
263	1	< 0.1%
258	1	< 0.1%
257	1	< 0.1%
256	1	< 0.1%
252	1	< 0.1%
249	1	< 0.1%

NumSatisfactoryTrades
Real number (ℝ)

HIGH CORRELATION

Distinct	74
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.428052

Minimum	-9
Maximum	79
Zeros	4
Zeros (%)	< 0.1%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	12
median	19
Q3	27
95-th percentile	42
Maximum	79
Range	88
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	13.004327
Coefficient of variation (CV)	0.66935822
Kurtosis	0.70796588
Mean	19.428052
Median Absolute Deviation (MAD)	8
Skewness	0.19360718
Sum	203198
Variance	169.11251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-9	588	5.6%
18	386	3.7%
15	384	3.7%
16	376	3.6%
22	369	3.5%
19	366	3.5%
13	364	3.5%
14	347	3.3%
21	346	3.3%
20	343	3.3%
Other values (64)	6590	63.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
0	4	< 0.1%
1	49	0.5%
2	92	0.9%
3	102	1.0%
4	138	1.3%
5	154	1.5%
6	186	1.8%
7	216	2.1%
8	219	2.1%

Value	Count	Frequency (%)
79	1	< 0.1%
78	1	< 0.1%
75	1	< 0.1%
74	2	< 0.1%
70	2	< 0.1%
67	3	< 0.1%
66	2	< 0.1%
65	4	< 0.1%
64	6	0.1%
63	5	< 0.1%

NumTrades60Ever/DerogPubRec
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.042738312

Minimum	-9
Maximum	19
Zeros	6802
Zeros (%)	65.0%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	19
Range	28
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.5139104
Coefficient of variation (CV)	58.821003
Kurtosis	8.6452285
Mean	0.042738312
Median Absolute Deviation (MAD)	0
Skewness	-1.9898332
Sum	447
Variance	6.3197453
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	6802	65.0%
1	1802	17.2%
2	692	6.6%
-9	588	5.6%
3	246	2.4%
4	148	1.4%
5	73	0.7%
6	37	0.4%
7	30	0.3%
8	11	0.1%
Other values (9)	30	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
0	6802	65.0%
1	1802	17.2%
2	692	6.6%
3	246	2.4%
4	148	1.4%
5	73	0.7%
6	37	0.4%
7	30	0.3%
8	11	0.1%

Value	Count	Frequency (%)
19	1	< 0.1%
17	1	< 0.1%
16	1	< 0.1%
14	2	< 0.1%
13	2	< 0.1%
12	3	< 0.1%
11	4	< 0.1%
10	8	0.1%
9	8	0.1%
8	11	0.1%

NumTrades90Ever/DerogPubRec
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.14284348

Minimum	-9
Maximum	19
Zeros	7639
Zeros (%)	73.0%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	19
Range	28
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.3673973
Coefficient of variation (CV)	-16.573366
Kurtosis	10.001449
Mean	-0.14284348
Median Absolute Deviation (MAD)	0
Skewness	-2.4432747
Sum	-1494
Variance	5.6045699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	7639	73.0%
1	1436	13.7%
-9	588	5.6%
2	488	4.7%
3	129	1.2%
4	83	0.8%
5	38	0.4%
6	18	0.2%
7	16	0.2%
9	8	0.1%
Other values (7)	16	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
0	7639	73.0%
1	1436	13.7%
2	488	4.7%
3	129	1.2%
4	83	0.8%
5	38	0.4%
6	18	0.2%
7	16	0.2%
8	3	< 0.1%

Value	Count	Frequency (%)
19	1	< 0.1%
16	2	< 0.1%
14	1	< 0.1%
12	2	< 0.1%
11	2	< 0.1%
10	5	< 0.1%
9	8	0.1%
8	3	< 0.1%
7	16	0.2%
6	18	0.2%

PercentTradesNeverDelq
Real number (ℝ)

HIGH CORRELATION

Distinct	72
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86.661536

Minimum	-9
Maximum	100
Zeros	6
Zeros (%)	0.1%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	87
median	96
Q3	100
95-th percentile	100
Maximum	100
Range	109
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	25.999584
Coefficient of variation (CV)	0.30001296
Kurtosis	7.612972
Mean	86.661536
Median Absolute Deviation (MAD)	4
Skewness	-2.8768783
Sum	906393
Variance	675.97837
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	4607	44.0%
-9	588	5.6%
96	414	4.0%
97	389	3.7%
95	379	3.6%
94	351	3.4%
93	304	2.9%
92	292	2.8%
88	244	2.3%
90	218	2.1%
Other values (62)	2673	25.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
0	6	0.1%
11	1	< 0.1%
20	4	< 0.1%
22	1	< 0.1%
25	6	0.1%
27	1	< 0.1%
28	1	< 0.1%
29	4	< 0.1%
30	4	< 0.1%

Value	Count	Frequency (%)
100	4607	44.0%
99	6	0.1%
98	173	1.7%
97	389	3.7%
96	414	4.0%
95	379	3.6%
94	351	3.4%
93	304	2.9%
92	292	2.8%
91	188	1.8%

MSinceMostRecentDelq
Real number (ℝ)

HIGH CORRELATION

Distinct	87
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.7624056

Minimum	-9
Maximum	83
Zeros	102
Zeros (%)	1.0%
Negative	5428
Negative (%)	51.9%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	-7
median	-7
Q3	14
95-th percentile	55
Maximum	83
Range	92
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	20.50125
Coefficient of variation (CV)	3.0316505
Kurtosis	2.0720202
Mean	6.7624056
Median Absolute Deviation (MAD)	2
Skewness	1.6585558
Sum	70728
Variance	420.30126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-7	4664	44.6%
-9	588	5.6%
1	307	2.9%
2	294	2.8%
3	253	2.4%
4	228	2.2%
5	178	1.7%
-8	176	1.7%
6	170	1.6%
8	146	1.4%
Other values (77)	3455	33.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
-8	176	1.7%
-7	4664	44.6%
0	102	1.0%
1	307	2.9%
2	294	2.8%
3	253	2.4%
4	228	2.2%
5	178	1.7%
6	170	1.6%

Value	Count	Frequency (%)
83	1	< 0.1%
82	1	< 0.1%
81	14	0.1%
80	15	0.1%
79	19	0.2%
78	16	0.2%
77	14	0.1%
76	15	0.1%
75	9	0.1%
74	12	0.1%

MaxDelq/PublicRecLast12M
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9282914

Minimum	-9
Maximum	9
Zeros	336
Zeros (%)	3.2%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	4
median	6
Q3	7
95-th percentile	7
Maximum	9
Range	18
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.756275
Coefficient of variation (CV)	0.76218606
Kurtosis	7.7797272
Mean	4.9282914
Median Absolute Deviation (MAD)	1
Skewness	-2.8777089
Sum	51545
Variance	14.109602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	4223	40.4%
6	3127	29.9%
4	1612	15.4%
-9	588	5.6%
0	336	3.2%
5	236	2.3%
3	224	2.1%
1	54	0.5%
2	53	0.5%
9	6	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
0	336	3.2%
1	54	0.5%
2	53	0.5%
3	224	2.1%
4	1612	15.4%
5	236	2.3%
6	3127	29.9%
7	4223	40.4%
9	6	0.1%

Value	Count	Frequency (%)
9	6	0.1%
7	4223	40.4%
6	3127	29.9%
5	236	2.3%
4	1612	15.4%
3	224	2.1%
2	53	0.5%
1	54	0.5%
0	336	3.2%
-9	588	5.6%

MaxDelqEver
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5101826

Minimum	-9
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	5
median	6
Q3	8
95-th percentile	8
Maximum	8
Range	17
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.9711821
Coefficient of variation (CV)	0.72069882
Kurtosis	7.1424737
Mean	5.5101826
Median Absolute Deviation (MAD)	2
Skewness	-2.6934869
Sum	57631
Variance	15.770287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
8	4532	43.3%
6	2868	27.4%
5	968	9.3%
2	739	7.1%
-9	588	5.6%
4	321	3.1%
3	311	3.0%
7	132	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
2	739	7.1%
3	311	3.0%
4	321	3.1%
5	968	9.3%
6	2868	27.4%
7	132	1.3%
8	4532	43.3%

Value	Count	Frequency (%)
8	4532	43.3%
7	132	1.3%
6	2868	27.4%
5	968	9.3%
4	321	3.1%
3	311	3.0%
2	739	7.1%
-9	588	5.6%

NumTotalTrades
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	88
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.856965

Minimum	-9
Maximum	104
Zeros	133
Zeros (%)	1.3%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	12
median	20
Q3	29
95-th percentile	46
Maximum	104
Range	113
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	14.580905
Coefficient of variation (CV)	0.69909044
Kurtosis	1.0395927
Mean	20.856965
Median Absolute Deviation (MAD)	9
Skewness	0.41817175
Sum	218143
Variance	212.60279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-9	588	5.6%
15	358	3.4%
16	354	3.4%
17	350	3.3%
22	334	3.2%
20	330	3.2%
24	327	3.1%
21	321	3.1%
19	312	3.0%
18	312	3.0%
Other values (78)	6873	65.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
0	133	1.3%
1	45	0.4%
2	76	0.7%
3	115	1.1%
4	119	1.1%
5	132	1.3%
6	147	1.4%
7	190	1.8%
8	186	1.8%

Value	Count	Frequency (%)
104	1	< 0.1%
100	1	< 0.1%
87	1	< 0.1%
86	1	< 0.1%
85	1	< 0.1%
84	1	< 0.1%
83	3	< 0.1%
82	2	< 0.1%
79	2	< 0.1%
78	2	< 0.1%

NumTradesOpeninLast12M
Real number (ℝ)

ZEROS

Distinct	19
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2530835

Minimum	-9
Maximum	19
Zeros	2508
Zeros (%)	24.0%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	0
median	1
Q3	3
95-th percentile	5
Maximum	19
Range	28
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.0686835
Coefficient of variation (CV)	2.4489059
Kurtosis	5.2005153
Mean	1.2530835
Median Absolute Deviation (MAD)	1
Skewness	-1.5821848
Sum	13106
Variance	9.4168185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
1	2528	24.2%
0	2508	24.0%
2	1969	18.8%
3	1302	12.4%
4	744	7.1%
-9	588	5.6%
5	365	3.5%
6	229	2.2%
7	108	1.0%
8	56	0.5%
Other values (9)	62	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
0	2508	24.0%
1	2528	24.2%
2	1969	18.8%
3	1302	12.4%
4	744	7.1%
5	365	3.5%
6	229	2.2%
7	108	1.0%
8	56	0.5%

Value	Count	Frequency (%)
19	1	< 0.1%
17	1	< 0.1%
16	1	< 0.1%
14	2	< 0.1%
13	2	< 0.1%
12	4	< 0.1%
11	8	0.1%
10	18	0.2%
9	25	0.2%
8	56	0.5%

PercentInstallTrades
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	96
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.16646

Minimum	-9
Maximum	100
Zeros	193
Zeros (%)	1.8%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	20
median	31
Q3	44
95-th percentile	67
Maximum	100
Range	109
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	20.128634
Coefficient of variation (CV)	0.62576467
Kurtosis	0.49069924
Mean	32.16646
Median Absolute Deviation (MAD)	12
Skewness	0.25188085
Sum	336429
Variance	405.1619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-9	588	5.6%
33	449	4.3%
50	417	4.0%
29	334	3.2%
25	321	3.1%
38	274	2.6%
20	273	2.6%
36	247	2.4%
40	242	2.3%
27	226	2.2%
Other values (86)	7088	67.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
0	193	1.8%
2	1	< 0.1%
3	12	0.1%
4	29	0.3%
5	31	0.3%
6	36	0.3%
7	57	0.5%
8	77	0.7%
9	83	0.8%

Value	Count	Frequency (%)
100	76	0.7%
94	1	< 0.1%
93	1	< 0.1%
92	2	< 0.1%
91	3	< 0.1%
90	5	< 0.1%
89	4	< 0.1%
88	5	< 0.1%
87	3	< 0.1%
86	12	0.1%

MSinceMostRecentInqexcl7days
Real number (ℝ)

ZEROS

Distinct	28
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.32536571

Minimum	-9
Maximum	24
Zeros	4582
Zeros (%)	43.8%
Negative	2919
Negative (%)	27.9%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	-7
median	0
Q3	1
95-th percentile	12
Maximum	24
Range	33
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.0675563
Coefficient of variation (CV)	-18.64842
Kurtosis	2.0624184
Mean	-0.32536571
Median Absolute Deviation (MAD)	2
Skewness	1.0297288
Sum	-3403
Variance	36.81524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	4582	43.8%
-7	1855	17.7%
1	614	5.9%
-9	588	5.6%
-8	476	4.6%
2	378	3.6%
3	309	3.0%
4	268	2.6%
5	191	1.8%
6	150	1.4%
Other values (18)	1048	10.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
-8	476	4.6%
-7	1855	17.7%
0	4582	43.8%
1	614	5.9%
2	378	3.6%
3	309	3.0%
4	268	2.6%
5	191	1.8%
6	150	1.4%

Value	Count	Frequency (%)
24	8	0.1%
23	32	0.3%
22	35	0.3%
21	32	0.3%
20	31	0.3%
19	45	0.4%
18	34	0.3%
17	42	0.4%
16	49	0.5%
15	45	0.4%

NumInqLast6M
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.86815183

Minimum	-9
Maximum	66
Zeros	3924
Zeros (%)	37.5%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	66
Range	75
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.1793039
Coefficient of variation (CV)	3.6621519
Kurtosis	26.528076
Mean	0.86815183
Median Absolute Deviation (MAD)	1
Skewness	0.3229466
Sum	9080
Variance	10.107973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	3924	37.5%
1	2545	24.3%
2	1510	14.4%
3	761	7.3%
-9	588	5.6%
4	490	4.7%
5	242	2.3%
6	140	1.3%
7	81	0.8%
8	61	0.6%
Other values (17)	117	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
0	3924	37.5%
1	2545	24.3%
2	1510	14.4%
3	761	7.3%
4	490	4.7%
5	242	2.3%
6	140	1.3%
7	81	0.8%
8	61	0.6%

Value	Count	Frequency (%)
66	1	< 0.1%
46	1	< 0.1%
29	1	< 0.1%
24	2	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
19	3	< 0.1%
18	1	< 0.1%
17	3	< 0.1%
16	4	< 0.1%

NumInqLast6Mexcl7days
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.81260159

Minimum	-9
Maximum	66
Zeros	4078
Zeros (%)	39.0%
Negative	588
Negative (%)	5.6%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	66
Range	75
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.1436978
Coefficient of variation (CV)	3.8686829
Kurtosis	27.691497
Mean	0.81260159
Median Absolute Deviation (MAD)	1
Skewness	0.32495956
Sum	8499
Variance	9.882836
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	4078	39.0%
1	2529	24.2%
2	1450	13.9%
3	759	7.3%
-9	588	5.6%
4	454	4.3%
5	232	2.2%
6	132	1.3%
7	71	0.7%
8	59	0.6%
Other values (17)	107	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
0	4078	39.0%
1	2529	24.2%
2	1450	13.9%
3	759	7.3%
4	454	4.3%
5	232	2.2%
6	132	1.3%
7	71	0.7%
8	59	0.6%

Value	Count	Frequency (%)
66	1	< 0.1%
46	1	< 0.1%
29	1	< 0.1%
24	2	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
19	2	< 0.1%
18	2	< 0.1%
17	1	< 0.1%
16	4	< 0.1%

NetFractionRevolvingBurden
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	128
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.629888

Minimum	-9
Maximum	232
Zeros	608
Zeros (%)	5.8%
Negative	774
Negative (%)	7.4%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	5
median	25
Q3	54
95-th percentile	88
Maximum	232
Range	241
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	30.06014
Coefficient of variation (CV)	0.95037136
Kurtosis	-0.48229942
Mean	31.629888
Median Absolute Deviation (MAD)	22
Skewness	0.61083206
Sum	330817
Variance	903.612
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	608	5.8%
-9	588	5.6%
1	303	2.9%
2	274	2.6%
3	259	2.5%
4	225	2.2%
5	208	2.0%
6	198	1.9%
-8	186	1.8%
8	166	1.6%
Other values (118)	7444	71.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
-8	186	1.8%
0	608	5.8%
1	303	2.9%
2	274	2.6%
3	259	2.5%
4	225	2.2%
5	208	2.0%
6	198	1.9%
7	150	1.4%

Value	Count	Frequency (%)
232	1	< 0.1%
165	1	< 0.1%
154	1	< 0.1%
135	1	< 0.1%
131	1	< 0.1%
126	1	< 0.1%
124	1	< 0.1%
120	2	< 0.1%
118	2	< 0.1%
117	1	< 0.1%

NetFractionInstallBurden
Real number (ℝ)

HIGH CORRELATION

Distinct	139
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.158906

Minimum	-9
Maximum	471
Zeros	10
Zeros (%)	0.1%
Negative	4007
Negative (%)	38.3%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	-8
median	47
Q3	79
95-th percentile	97
Maximum	471
Range	480
Interquartile range (IQR)	87

Descriptive statistics

Standard deviation	42.101601
Coefficient of variation (CV)	1.0751475
Kurtosis	-0.58418627
Mean	39.158906
Median Absolute Deviation (MAD)	44
Skewness	0.12003297
Sum	409563
Variance	1772.5448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-8	3419	32.7%
-9	588	5.6%
100	174	1.7%
92	144	1.4%
83	134	1.3%
77	133	1.3%
87	130	1.2%
75	128	1.2%
95	126	1.2%
89	125	1.2%
Other values (129)	5358	51.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
-8	3419	32.7%
0	10	0.1%
1	4	< 0.1%
2	15	0.1%
3	21	0.2%
4	11	0.1%
5	17	0.2%
6	24	0.2%
7	5	< 0.1%

Value	Count	Frequency (%)
471	1	< 0.1%
196	1	< 0.1%
190	1	< 0.1%
165	1	< 0.1%
153	1	< 0.1%
152	1	< 0.1%
151	1	< 0.1%
144	1	< 0.1%
142	1	< 0.1%
140	1	< 0.1%

NumRevolvingTradesWBalance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1850081

Minimum	-9
Maximum	32
Zeros	304
Zeros (%)	2.9%
Negative	744
Negative (%)	7.1%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	2
median	3
Q3	5
95-th percentile	10
Maximum	32
Range	41
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.413173
Coefficient of variation (CV)	1.3856081
Kurtosis	3.1012166
Mean	3.1850081
Median Absolute Deviation (MAD)	2
Skewness	-0.64216118
Sum	33312
Variance	19.476096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
2	1708	16.3%
3	1608	15.4%
4	1361	13.0%
1	1331	12.7%
5	1010	9.7%
6	744	7.1%
-9	588	5.6%
7	507	4.8%
8	350	3.3%
0	304	2.9%
Other values (21)	948	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
-8	156	1.5%
0	304	2.9%
1	1331	12.7%
2	1708	16.3%
3	1608	15.4%
4	1361	13.0%
5	1010	9.7%
6	744	7.1%
7	507	4.8%

Value	Count	Frequency (%)
32	1	< 0.1%
29	1	< 0.1%
27	1	< 0.1%
26	1	< 0.1%
25	1	< 0.1%
24	3	< 0.1%
23	1	< 0.1%
21	5	< 0.1%
20	4	< 0.1%
19	4	< 0.1%

NumInstallTradesWBalance
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.97609714

Minimum	-9
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	1449
Negative (%)	13.9%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	23
Range	32
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.0609954
Coefficient of variation (CV)	4.1604418
Kurtosis	1.6946646
Mean	0.97609714
Median Absolute Deviation (MAD)	1
Skewness	-1.3848941
Sum	10209
Variance	16.491683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
2	2863	27.4%
1	2648	25.3%
3	1809	17.3%
4	922	8.8%
-8	861	8.2%
-9	588	5.6%
5	352	3.4%
6	186	1.8%
7	86	0.8%
8	49	0.5%
Other values (10)	95	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
-8	861	8.2%
1	2648	25.3%
2	2863	27.4%
3	1809	17.3%
4	922	8.8%
5	352	3.4%
6	186	1.8%
7	86	0.8%
8	49	0.5%

Value	Count	Frequency (%)
23	1	< 0.1%
19	2	< 0.1%
16	1	< 0.1%
15	1	< 0.1%
14	6	0.1%
13	5	< 0.1%
12	10	0.1%
11	15	0.1%
10	18	0.2%
9	36	0.3%

NumBank/NatlTradesWHighUtilization
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.018070561

Minimum	-9
Maximum	18
Zeros	4308
Zeros (%)	41.2%
Negative	1171
Negative (%)	11.2%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	18
Range	27
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.3581347
Coefficient of variation (CV)	185.83456
Kurtosis	2.6822193
Mean	0.018070561
Median Absolute Deviation (MAD)	1
Skewness	-1.422632
Sum	189
Variance	11.277069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	4308	41.2%
1	2514	24.0%
2	1222	11.7%
3	620	5.9%
-9	588	5.6%
-8	583	5.6%
4	280	2.7%
5	154	1.5%
6	81	0.8%
7	38	0.4%
Other values (9)	71	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
-8	583	5.6%
0	4308	41.2%
1	2514	24.0%
2	1222	11.7%
3	620	5.9%
4	280	2.7%
5	154	1.5%
6	81	0.8%
7	38	0.4%

Value	Count	Frequency (%)
18	1	< 0.1%
16	1	< 0.1%
15	1	< 0.1%
13	3	< 0.1%
12	4	< 0.1%
11	10	0.1%
10	10	0.1%
9	11	0.1%
8	30	0.3%
7	38	0.4%

PercentTradesWBalance
Real number (ℝ)

HIGH CORRELATION

Distinct	95
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.079166

Minimum	-9
Maximum	100
Zeros	45
Zeros (%)	0.4%
Negative	606
Negative (%)	5.8%
Memory size	81.8 KiB

Quantile statistics

Minimum	-9
5-th percentile	-9
Q1	47
median	67
Q3	82
95-th percentile	100
Maximum	100
Range	109
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	27.711565
Coefficient of variation (CV)	0.44639073
Kurtosis	0.44518936
Mean	62.079166
Median Absolute Deviation (MAD)	17
Skewness	-0.81878621
Sum	649286
Variance	767.93081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	1277	12.2%
50	733	7.0%
67	611	5.8%
-9	588	5.6%
75	535	5.1%
80	374	3.6%
60	342	3.3%
83	316	3.0%
71	281	2.7%
33	273	2.6%
Other values (85)	5129	49.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9	588	5.6%
-8	18	0.2%
0	45	0.4%
4	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	3	< 0.1%
9	2	< 0.1%
10	6	0.1%
11	8	0.1%

Value	Count	Frequency (%)
100	1277	12.2%
96	3	< 0.1%
95	13	0.1%
94	28	0.3%
93	37	0.4%
92	82	0.8%
91	82	0.8%
90	93	0.9%
89	138	1.3%
88	176	1.7%

Auto

Heatmap
Table

	AverageMInFile	ExternalRiskEstimate	MSinceMostRecentDelq	MSinceMostRecentInqexcl7days	MSinceMostRecentTradeOpen	MSinceOldestTradeOpen	MaxDelq/PublicRecLast12M	MaxDelqEver	NetFractionInstallBurden	NetFractionRevolvingBurden	NumBank/NatlTradesWHighUtilization	NumInqLast6M	NumInqLast6Mexcl7days	NumInstallTradesWBalance	NumRevolvingTradesWBalance	NumSatisfactoryTrades	NumTotalTrades	NumTrades60Ever/DerogPubRec	NumTrades90Ever/DerogPubRec	NumTradesOpeninLast12M	PercentInstallTrades	PercentTradesNeverDelq	PercentTradesWBalance	RiskPerformance
AverageMInFile	1.000	0.435	0.200	0.174	0.405	0.740	0.144	0.129	-0.033	0.007	0.112	-0.001	0.003	0.009	0.175	0.304	0.277	0.198	0.195	-0.147	0.015	0.130	-0.015	0.228
ExternalRiskEstimate	0.435	1.000	-0.126	0.210	0.269	0.361	0.681	0.608	0.004	-0.343	-0.215	-0.025	-0.025	-0.023	-0.116	0.177	0.139	-0.204	-0.124	0.009	0.025	0.653	-0.216	0.440
MSinceMostRecentDelq	0.200	-0.126	1.000	0.176	0.146	0.194	-0.340	-0.485	0.207	0.264	0.224	0.209	0.210	0.234	0.215	0.191	0.218	0.541	0.454	0.185	0.235	-0.444	0.235	0.237
MSinceMostRecentInqexcl7days	0.174	0.210	0.176	1.000	0.123	0.223	0.193	0.199	0.194	0.127	0.169	0.145	0.148	0.206	0.185	0.260	0.245	0.161	0.176	0.222	0.158	0.210	0.108	0.201
MSinceMostRecentTradeOpen	0.405	0.269	0.146	0.123	1.000	0.231	0.160	0.166	-0.073	0.096	0.054	-0.113	-0.118	-0.042	-0.029	-0.035	-0.032	0.207	0.215	-0.470	0.155	0.122	0.169	0.034
MSinceOldestTradeOpen	0.740	0.361	0.194	0.223	0.231	1.000	0.151	0.151	0.073	0.057	0.184	0.080	0.083	0.131	0.277	0.394	0.442	0.163	0.166	0.071	0.026	0.167	-0.017	0.192
MaxDelq/PublicRecLast12M	0.144	0.681	-0.340	0.193	0.160	0.151	1.000	0.854	0.113	0.019	0.089	0.134	0.131	0.069	0.073	0.139	0.104	-0.234	-0.116	0.176	0.072	0.860	0.050	0.232
MaxDelqEver	0.129	0.608	-0.485	0.199	0.166	0.151	0.854	1.000	0.131	0.046	0.128	0.140	0.140	0.098	0.125	0.177	0.125	-0.350	-0.188	0.183	0.070	0.919	0.065	0.227
NetFractionInstallBurden	-0.033	0.004	0.207	0.194	-0.073	0.073	0.113	0.131	1.000	0.288	0.261	0.270	0.269	0.653	0.265	0.306	0.296	0.205	0.217	0.435	0.415	0.147	0.337	0.081
NetFractionRevolvingBurden	0.007	-0.343	0.264	0.127	0.096	0.057	0.019	0.046	0.288	1.000	0.730	0.246	0.248	0.307	0.532	0.172	0.182	0.272	0.263	0.248	0.229	0.018	0.619	0.312
NumBank/NatlTradesWHighUtilization	0.112	-0.215	0.224	0.169	0.054	0.184	0.089	0.128	0.261	0.730	1.000	0.268	0.271	0.312	0.665	0.402	0.372	0.181	0.183	0.307	0.064	0.128	0.378	0.224
NumInqLast6M	-0.001	-0.025	0.209	0.145	-0.113	0.080	0.134	0.140	0.270	0.246	0.268	1.000	0.985	0.273	0.255	0.259	0.262	0.234	0.255	0.420	0.198	0.154	0.204	0.079
NumInqLast6Mexcl7days	0.003	-0.025	0.210	0.148	-0.118	0.083	0.131	0.140	0.269	0.248	0.271	0.985	1.000	0.274	0.259	0.263	0.268	0.234	0.256	0.422	0.197	0.154	0.204	0.075
NumInstallTradesWBalance	0.009	-0.023	0.234	0.206	-0.042	0.131	0.069	0.098	0.653	0.307	0.312	0.273	0.274	1.000	0.326	0.483	0.452	0.213	0.215	0.420	0.526	0.131	0.379	0.054
NumRevolvingTradesWBalance	0.175	-0.116	0.215	0.185	-0.029	0.277	0.073	0.125	0.265	0.532	0.665	0.255	0.259	0.326	1.000	0.581	0.522	0.157	0.161	0.401	-0.071	0.156	0.364	0.136
NumSatisfactoryTrades	0.304	0.177	0.191	0.260	-0.035	0.394	0.139	0.177	0.306	0.172	0.402	0.259	0.263	0.483	0.581	1.000	0.882	0.075	0.096	0.418	0.063	0.273	-0.047	0.155
NumTotalTrades	0.277	0.139	0.218	0.245	-0.032	0.442	0.104	0.125	0.296	0.182	0.372	0.262	0.268	0.452	0.522	0.882	1.000	0.146	0.153	0.397	0.106	0.209	-0.004	0.105
NumTrades60Ever/DerogPubRec	0.198	-0.204	0.541	0.161	0.207	0.163	-0.234	-0.350	0.205	0.272	0.181	0.234	0.234	0.213	0.157	0.075	0.146	1.000	0.871	0.160	0.287	-0.263	0.300	0.098
NumTrades90Ever/DerogPubRec	0.195	-0.124	0.454	0.176	0.215	0.166	-0.116	-0.188	0.217	0.263	0.183	0.255	0.256	0.215	0.161	0.096	0.153	0.871	1.000	0.185	0.289	-0.103	0.300	0.065
NumTradesOpeninLast12M	-0.147	0.009	0.185	0.222	-0.470	0.071	0.176	0.183	0.435	0.248	0.307	0.420	0.422	0.420	0.401	0.418	0.397	0.160	0.185	1.000	0.167	0.232	0.160	0.071
PercentInstallTrades	0.015	0.025	0.235	0.158	0.155	0.026	0.072	0.070	0.415	0.229	0.064	0.198	0.197	0.526	-0.071	0.063	0.106	0.287	0.289	0.167	1.000	0.057	0.496	0.148
PercentTradesNeverDelq	0.130	0.653	-0.444	0.210	0.122	0.167	0.860	0.919	0.147	0.018	0.128	0.154	0.154	0.131	0.156	0.273	0.209	-0.263	-0.103	0.232	0.057	1.000	0.022	0.247
PercentTradesWBalance	-0.015	-0.216	0.235	0.108	0.169	-0.017	0.050	0.065	0.337	0.619	0.378	0.204	0.204	0.379	0.364	-0.047	-0.004	0.300	0.300	0.160	0.496	0.022	1.000	0.274
RiskPerformance	0.228	0.440	0.237	0.201	0.034	0.192	0.232	0.227	0.081	0.312	0.224	0.079	0.075	0.054	0.136	0.155	0.105	0.098	0.065	0.071	0.148	0.247	0.274	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	RiskPerformance	ExternalRiskEstimate	MSinceOldestTradeOpen	MSinceMostRecentTradeOpen	AverageMInFile	NumSatisfactoryTrades	NumTrades60Ever/DerogPubRec	NumTrades90Ever/DerogPubRec	PercentTradesNeverDelq	MSinceMostRecentDelq	MaxDelq/PublicRecLast12M	MaxDelqEver	NumTotalTrades	NumTradesOpeninLast12M	PercentInstallTrades	NumInqLast6M	NumInqLast6Mexcl7days	NetFractionRevolvingBurden	NetFractionInstallBurden	NumRevolvingTradesWBalance	NumInstallTradesWBalance	NumBank/NatlTradesWHighUtilization	PercentTradesWBalance
0	Bad	55	144	4	84	20	3	0	83	2	3	5	23	1	43	0	0	33	-8	8	1	1	69
1	Bad	61	58	15	41	2	4	4	100	-7	0	8	7	0	67	0	0	0	-8	0	-8	-8	0
2	Bad	67	66	5	24	9	0	0	100	-7	7	8	9	4	44	4	4	53	66	4	2	1	86
3	Bad	66	169	1	73	28	1	1	93	76	6	6	30	3	57	5	4	72	83	6	4	3	91
4	Bad	81	333	27	132	12	0	0	100	-7	7	8	12	0	25	1	1	51	89	3	1	0	80
5	Bad	59	137	11	78	31	0	0	91	1	4	6	32	1	47	0	0	62	93	12	4	3	94
6	Good	54	88	7	37	25	0	0	92	9	4	6	26	3	58	4	4	89	76	7	7	2	100
7	Good	68	148	7	65	17	0	0	83	31	6	6	18	1	44	0	0	28	48	2	2	2	40
8	Bad	59	324	2	138	24	0	0	85	5	4	6	27	1	26	1	1	68	-8	7	1	3	90
9	Bad	61	79	4	36	19	0	0	95	5	4	6	19	3	26	6	6	31	86	5	3	1	62

	RiskPerformance	ExternalRiskEstimate	MSinceOldestTradeOpen	MSinceMostRecentTradeOpen	AverageMInFile	NumSatisfactoryTrades	NumTrades60Ever/DerogPubRec	NumTrades90Ever/DerogPubRec	PercentTradesNeverDelq	MSinceMostRecentDelq	MaxDelq/PublicRecLast12M	MaxDelqEver	NumTotalTrades	NumTradesOpeninLast12M	PercentInstallTrades	MSinceMostRecentInqexcl7days	NumInqLast6M	NumInqLast6Mexcl7days	NetFractionRevolvingBurden	NetFractionInstallBurden	NumRevolvingTradesWBalance	NumInstallTradesWBalance	NumBank/NatlTradesWHighUtilization	PercentTradesWBalance
10449	Good	57	176	4	87	18	0	0	89	2	4	6	18	1	56	4	1	1	93	72	5	3	1	100
10450	Good	84	313	6	103	25	0	0	100	-7	7	8	25	2	24	11	0	0	10	92	4	3	0	70
10451	Good	79	133	2	68	27	0	0	100	-7	7	8	30	3	36	0	4	4	1	93	4	2	0	60
10452	Good	90	197	5	92	13	0	0	100	-7	7	8	13	1	46	4	2	2	5	50	3	3	0	100
10453	Bad	75	410	2	121	37	1	1	83	10	4	3	43	1	7	1	1	1	34	-8	7	1	1	53
10454	Good	73	131	5	57	21	0	0	95	80	6	6	21	5	19	7	0	0	26	-8	5	2	0	100
10455	Bad	65	147	39	68	11	0	0	92	28	6	6	12	0	42	1	1	1	86	53	2	2	1	80
10456	Bad	74	129	6	64	18	1	1	100	-7	6	8	18	1	33	3	4	4	6	-8	5	-8	0	56
10457	Bad	72	234	12	113	42	2	2	96	35	6	2	45	0	20	6	0	0	19	-8	4	1	0	38
10458	Bad	66	28	1	17	4	0	0	100	-7	7	8	5	2	60	3	3	2	67	-8	2	1	0	100

Most frequently occurring

	RiskPerformance	ExternalRiskEstimate	MSinceOldestTradeOpen	MSinceMostRecentTradeOpen	AverageMInFile	NumSatisfactoryTrades	NumTrades60Ever/DerogPubRec	NumTrades90Ever/DerogPubRec	PercentTradesNeverDelq	MSinceMostRecentDelq	MaxDelq/PublicRecLast12M	MaxDelqEver	NumTotalTrades	NumTradesOpeninLast12M	PercentInstallTrades	MSinceMostRecentInqexcl7days	NumInqLast6M	NumInqLast6Mexcl7days	NetFractionRevolvingBurden	NetFractionInstallBurden	NumRevolvingTradesWBalance	NumInstallTradesWBalance	NumBank/NatlTradesWHighUtilization	PercentTradesWBalance	# duplicates
0	Bad	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	323
2	Good	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	-9	265
1	Bad	64	242	18	124	16	2	0	47	2	4	5	19	0	74	0	4	4	27	-8	2	3	0	100	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring